AI Engineer · LLM and agentic systems
I build LLM systems end to end: QLoRA fine-tuning and vLLM serving, retrieval, and multi-agent platforms that run in production. Currently working on an agentic compliance platform at Big Language Solutions. Previously Swiggy (founding AI engineer on CREW, a chat-based concierge platform), National Stock Exchange, and Jio Platforms.
Mumbai, India.
minion-ai is an agentic framework I wrote because every other one made me bolt observability on separately, and the good answer was always a paid hosted service. Here, tracing of every run, turn and tool call, plus per-model cost tracking, is one flag.
import minions
minions.init(tracing=True, project="demo")
agent = minions.Minion(model="openai/gpt-4o", tools=[get_weather])
print(agent("Should I take a jacket in Oslo today?"))A tool is a plain function; its signature and docstring are the schema. Traces
go to a local SQLite file you own, with a dashboard you run yourself
(minion serve) and spend roll-ups across a 145-model price table. Sub-agents,
parallel tool calls, and a strict JSON envelope per turn that keeps agents
portable across OpenAI, Anthropic, Gemini, Azure and vLLM through LiteLLM.
It runs the entire agent layer of the compliance platform at work, all 25 agents.
Docs · Quickstart · Cookbook
- Working into the agents, evals and RL-environments side of open source, starting with PrimeIntellect-ai/verifiers
- Pushing Minions toward a 1.0
| minion-ai | Agentic framework with tracing, cost tracking and a self-hosted dashboard. On PyPI. |
| multimodal_rag | RAG over PDFs that indexes figures as well as text, by summarising every extracted image and embedding it alongside the prose. |
| linkedin-feed-parser | Chrome extension that turns LinkedIn job posts into structured cards via LLM extraction, and drafts the outreach email. |
| shribook | Event finance tracking for singing groups. React, Firebase, role-based access, live here. |
| google-translate-api | Selenium driver for Google Translate behind a FastAPI wrapper. Chunking, 190+ languages, no official API. |
Languages Python · Go · SQL · JavaScript
LLM Agentic systems · MCP · RAG · Structured outputs · Fine-tuning (QLoRA, PEFT) · Evals
Frameworks LangGraph · DSPy · LiteLLM · vLLM · Ray · PyTorch · Transformers · FastAPI · Pydantic
Data Qdrant · Milvus · Elasticsearch · PostgreSQL · MongoDB · DynamoDB · Redis · Snowflake
Infra AWS · Azure · Docker · GitHub Actions · Langfuse · Grafana · Prometheus